{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.lines import Line2D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = [1,2,3,4,5,6]\n",
    "y_cp = [10.41,15.3,19.24,21.71,22.6,23.92]\n",
    "\n",
    "# y_ca = [8.6,10.9,12.63,12.6,13.5,13.9]\n",
    "y_ca = [8.6,10.9,12.63,12.6,13.5,13.9]\n",
    "# y_mp = [1.11,1.25,1.37,1.8,2.08,2.06]\n",
    "y_mp = [2.11,2.25,2.37,2.8,3.08,3.06]\n",
    "# y_ma = [0.92,1.05,1.28,1.5,1.58,2.9]\n",
    "y_ma = [0.92,1.05,1.28,1.5,1.58,1.9]\n",
    "\n",
    "# y_cp=[9.8,9.81,9.8,9.75,9.77,10.21]\n",
    "y_cp=[6.81,6.77,6.76,5.97,6.77,9.15]\n",
    "# y_ca=[6.81,6.77,6.76,5.97,6.77,9.15]\n",
    "y_ca=[9.8,9.81,9.8,9.75,9.77,10.21]\n",
    "# y_mp=[2.89,2.99,3.1,3.97,3.32,1.95]\n",
    "y_mp=[2.97,2.99,3.06,2.74,3.19,2.2]\n",
    "# y_ma=[2.97,2.99,3.06,2.74,3.19,2.2]\n",
    "y_ma=[3.89,3.99,4.1,4.97,4.32,2.95]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x900 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,9))\n",
    "ax1 = ax\n",
    "ax.set_axisbelow(True)\n",
    "\n",
    "ax1.grid(axis = 'y')\n",
    "ax1.set_xlabel('Prediction window size', family = 'Arial', fontsize = 46)\n",
    "ax1.set_ylabel('MAPE of CPU (%)', family = 'Arial', fontsize = 46)\n",
    "ax1.yaxis.label.set_color('#0e87cc')\n",
    "ax1.set_ylim(0, 14)\n",
    "ax1.plot(x, y_cp, label = 'Periodic CPU', color = '#0e87cc', linewidth = 4.0, marker='$\\\\bigodot$', ms=18)\n",
    "ax1.plot(x, y_ca, label = 'Aperiodic CPU', color = '#0e87cc', linewidth = 4.0, marker='$\\\\bigodot$', ms=18, ls='--')\n",
    "\n",
    "ax2 = ax1.twinx()\n",
    "ax2.set_ylabel('MAPE of memory(%)', family = 'Arial', fontsize = 46)\n",
    "ax2.yaxis.label.set_color('#db5856')\n",
    "ax2.set_ylim(0, 14)\n",
    "ax2.plot(x, y_mp, label = 'Periodic memory', color = '#db5856', linewidth = 4.0, marker='$\\\\bigtriangleup$', ms=18)\n",
    "ax2.plot(x, y_ma, label = 'Aperiodic memory', color = '#db5856', linewidth = 4.0, marker='$\\\\bigtriangleup$', ms=18, ls='--')\n",
    "\n",
    "ax1.set_xticks(np.array([1,2,3,4,5,6]))\n",
    "ax1.tick_params(width = 4, length = 8, labelsize = 40, colors = '#0e87cc')\n",
    "ax1.tick_params(axis = 'x', colors = 'black')\n",
    "ax2.tick_params(width = 4, length = 8, labelsize = 40, colors = '#db5856')\n",
    "bwith = 4\n",
    "ax1.spines['top'].set_linewidth(bwith)\n",
    "ax1.spines['bottom'].set_linewidth(bwith)\n",
    "ax1.spines['left'].set_linewidth(bwith)\n",
    "ax1.spines['right'].set_linewidth(bwith)\n",
    "ax1.spines['left'].set_color('#0e87cc')\n",
    "ax1.spines['right'].set_color('#db5856')\n",
    "ax2.spines['left'].set_color('#0e87cc')\n",
    "ax2.spines['right'].set_color('#db5856')\n",
    "\n",
    "legend_elements = [\n",
    "    Line2D([], [], marker='$\\\\bigodot$', color='#0e87cc', label='Peri. CPU', ls='-', linewidth = 3.0, ms=16),\n",
    "    Line2D([], [], marker='$\\\\bigodot$', color='#0e87cc', label='Aperi. CPU', ls='--', linewidth = 3.0, ms=16),\n",
    "    Line2D([], [], marker='$\\\\bigtriangleup$', color='#db5856', label='Peri. mem', ls='-', linewidth = 3.0, ms=16),\n",
    "    Line2D([], [], marker='$\\\\bigtriangleup$', color='#db5856', label='Aperi. mem', ls='--', linewidth = 3.0, ms=16)\n",
    "    ]\n",
    "ax1.legend(handles=legend_elements, loc='center', bbox_to_anchor=(0.5, 0.87), ncol=2, columnspacing = 0.5, prop={'family': 'Arial', 'size': 37})\n",
    "plt.savefig('./ARIMA.pdf', bbox_inches = 'tight', transparent = True)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tetris",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
